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source: trunk/sources/HeuristicLab.Encodings.SymbolicExpressionTreeEncoding/3.3/Crossovers/SymbolicExpressionTreeCrossover.cs @ 3659

Last change on this file since 3659 was 3659, checked in by swagner, 15 years ago

Worked on refactoring of algorithm analysis and tracing (#999)

  • removed SubScopesSubScopesLookupParameter
  • adapted SubScopesLookupParameter and renamed it into ScopeTreeLookupParameter
File size: 4.3 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2010 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4 *
5 * This file is part of HeuristicLab.
6 *
7 * HeuristicLab is free software: you can redistribute it and/or modify
8 * it under the terms of the GNU General Public License as published by
9 * the Free Software Foundation, either version 3 of the License, or
10 * (at your option) any later version.
11 *
12 * HeuristicLab is distributed in the hope that it will be useful,
13 * but WITHOUT ANY WARRANTY; without even the implied warranty of
14 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
15 * GNU General Public License for more details.
16 *
17 * You should have received a copy of the GNU General Public License
18 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
19 */
20#endregion
21
22using HeuristicLab.Common;
23using HeuristicLab.Core;
24using HeuristicLab.Data;
25using HeuristicLab.Operators;
26using HeuristicLab.Optimization;
27using HeuristicLab.Parameters;
28using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
29using System;
30using System.Diagnostics;
31using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Interfaces;
32
33namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Crossovers {
34  /// <summary>
35  /// A base class for operators that perform a crossover of symbolic expression trees.
36  /// </summary>
37  [Item("SymbolicExpressionTreeCrossover", "A base class for operators that perform a crossover of symbolic expression trees.")]
38  [StorableClass]
39  public abstract class SymbolicExpressionTreeCrossover : SymbolicExpressionTreeOperator, ISymbolicExpressionTreeCrossover {
40    private const string ParentsParameterName = "Parents";
41    private const string ChildParameterName = "Child";
42    private const string FailedCrossoverEventsParameterName = "FailedCrossoverEvents";
43    public ILookupParameter<ItemArray<SymbolicExpressionTree>> ParentsParameter {
44      get { return (ScopeTreeLookupParameter<SymbolicExpressionTree>)Parameters[ParentsParameterName]; }
45    }
46    public ILookupParameter<SymbolicExpressionTree> ChildParameter {
47      get { return (ILookupParameter<SymbolicExpressionTree>)Parameters[ChildParameterName]; }
48    }
49    public IValueParameter<IntValue> FailedCrossoverEventsParameter {
50      get { return (ValueParameter<IntValue>)Parameters[FailedCrossoverEventsParameterName]; }
51    }
52
53    public IntValue FailedCrossoverEvents {
54      get { return FailedCrossoverEventsParameter.Value; }
55    }
56    protected SymbolicExpressionTreeCrossover()
57      : base() {
58      Parameters.Add(new ScopeTreeLookupParameter<SymbolicExpressionTree>(ParentsParameterName, "The parent symbolic expression trees which should be crossed."));
59      Parameters.Add(new LookupParameter<SymbolicExpressionTree>(ChildParameterName, "The child symbolic expression tree resulting from the crossover."));
60      Parameters.Add(new ValueParameter<IntValue>(FailedCrossoverEventsParameterName, "The number of failed crossover events (child is an exact copy of a parent)", new IntValue()));
61    }
62
63    public sealed override IOperation Apply() {
64      if (ParentsParameter.ActualValue.Length != 2)
65        throw new ArgumentException("Number of parents must be exactly two for symbolic expression tree crossover operators.");
66
67      SymbolicExpressionTree parent0 = ParentsParameter.ActualValue[0];
68      SymbolicExpressionTree parent1 = ParentsParameter.ActualValue[1];
69
70      IRandom random = RandomParameter.ActualValue;
71
72      // randomly swap parents to remove a possible bias from selection (e.g. when using gender-specific selection)
73      if (random.NextDouble() < 0.5) {
74        var tmp = parent0;
75        parent0 = parent1;
76        parent1 = tmp;
77      }
78
79      bool success;
80      SymbolicExpressionTree result = Cross(random, parent0, parent1,
81        MaxTreeSizeParameter.ActualValue, MaxTreeHeightParameter.ActualValue, out success);
82     
83      if (!success) FailedCrossoverEvents.Value++;
84
85      ChildParameter.ActualValue = result;
86      return base.Apply();
87    }
88
89    protected abstract SymbolicExpressionTree Cross(IRandom random,
90      SymbolicExpressionTree parent0, SymbolicExpressionTree parent1,
91      IntValue maxTreeSize, IntValue maxTreeHeight, out bool success);
92  }
93}
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